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Tenure int64 0 72	PhoneService stringclasses 2 values	MultipleLines stringclasses 3 values	InternetSpeed stringclasses 4 values	SupportEligibility stringclasses 4 values	Contract stringclasses 3 values	MonthlyStreamingTime stringclasses 4 values	PremiumHDStreaming stringclasses 2 values	prediction_id stringlengths 36 36	prediction_label stringclasses 2 values	prediction_score float64 0 0.95	actual_score int64 0 1	actual_label stringclasses 2 values	shap/Tenure float64 -0.3 0.39	shap/PhoneService float64 -0.11 0.2	shap/MultipleLines float64 -0.15 0.17	shap/InternetSpeed float64 -0.22 0.25	shap/SupportEligibility float64 -0.22 0.2	shap/Contract float64 -0.28 0.19	shap/MonthlyStreamingTime float64 -0.18 0.23	shap/PremiumHDStreaming float64 -0.09 0.14	Gender stringclasses 2 values	Age int64 20 80	Dependents stringclasses 2 values	Partner stringclasses 2 values	EmploymentStatus stringclasses 5 values	LocationCode stringclasses 3 values	Education stringclasses 5 values	timestamp int64 1.67B 1.67B
45	Yes	Yes	High Speed	Web_Chat_Support	Two year	<80hrs	Disabled	05bb3069-fd3e-4739-9acf-a8478be26617	no_churn	0.008328	0	no_churn	-0.051248	-0.002123	0.02622	-0.019297	0.047406	-0.187459	0.062967	-0.035493	Female	51	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	1353d13a-7534-455c-afae-eef12a1de2d5	no_churn	0.284717	0	no_churn	0.319408	-0.009477	-0.014906	-0.012672	-0.02531	0.124034	0.101035	-0.045251	Female	23	No	No	Employed	Suburban	Bachelor	1,671,170,400
4	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	8a5ef325-bd07-499d-932c-d7ae009a06e8	churn	0.682329	1	churn	0.134302	-0.00023	-0.046239	0.079519	-0.041155	0.073162	-0.003876	0.002879	Male	38	No	Yes	Employed	Rural	High School or Below	1,671,170,400
2	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	d78b0743-ee76-4033-b416-200447febee4	churn	0.690227	1	churn	0.236828	-0.006696	-0.036588	0.080046	0.025546	0.136174	0.082667	-0.040643	Male	26	No	No	Medical Leave	Suburban	High School or Below	1,671,170,400
27	Yes	No	High Speed	Expired	One year	100hrs+	Active	e96123a4-d819-470c-a3fe-6f475b606534	churn	0.112276	0	no_churn	-0.053238	-0.000697	0.003075	-0.020586	0.021336	0.032029	0.083919	0.065135	Female	25	No	No	Employed	Suburban	High School or Below	1,671,170,400
13	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Active	672d15f5-7e43-43b4-a65f-a0efac834209	no_churn	0.756374	1	churn	0.048245	-0.009215	-0.065876	0.130074	-0.080283	0.069354	-0.024659	-0.026667	Female	39	No	No	Employed	Suburban	High School or Below	1,671,170,400
30	Yes	Yes	High Speed	Web_Chat_Support	One year	100hrs+	Disabled	ca0a4199-4746-4fca-a259-433140f25c32	no_churn	0.025753	0	no_churn	0.003985	-0.003615	0.067653	0.011807	0.079111	-0.062835	0.148405	-0.062869	Male	29	No	Yes	Employed	Suburban	College	1,671,170,400
12	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	b82d7ea5-520c-45f8-ad35-a2a9bf0e44c2	no_churn	0.493992	0	no_churn	0.087319	-0.006563	-0.02069	0.188166	0.065906	0.106586	-0.054341	0.013202	Male	66	No	Yes	Unemployed	Urban	Bachelor	1,671,170,400
69	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	2f2e531f-e962-432a-a0f5-fc4e289ec5b7	churn	0.143578	0	no_churn	0.020828	0.000816	0.021112	0.152227	0.124697	0.027648	0.116815	0.096831	Male	59	No	No	Employed	Urban	High School or Below	1,671,170,400
65	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	f28660d8-b325-42a4-8813-e69f21a1b655	churn	0.339857	1	churn	-0.258564	-0.010718	0.021842	0.054389	-0.023048	0.037921	-0.011616	-0.046851	Male	73	Yes	Yes	Employed	Rural	Master	1,671,170,400
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	3fab2b2f-0cc5-45ad-ad58-5d5cd574ea38	no_churn	0.403054	0	no_churn	-0.066509	-0.007016	-0.035192	0.050408	0.039794	0.07783	0.105876	-0.066216	Male	49	No	No	Unemployed	Urban	College	1,671,170,400
47	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	625b9b53-fe5d-4105-9810-01edff89617a	no_churn	0.226255	0	no_churn	-0.109265	-0.005654	-0.086012	0.091976	-0.045317	0.013995	-0.002885	-0.012529	Female	60	Yes	No	Employed	Urban	Bachelor	1,671,170,400
45	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	8271ad25-27a7-444a-a49c-d567f97e16c5	churn	0.168386	0	no_churn	-0.186702	-0.010199	0.020372	-0.05675	-0.025412	0.043729	0.016437	0.029498	Female	57	No	No	Employed	Suburban	Bachelor	1,671,170,400
35	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	cb3c5fe7-bdcb-4847-b7d5-5f2e16754a30	no_churn	0.682855	1	churn	-0.116945	-0.003656	0.029356	-0.080118	-0.102967	0.061435	0.046313	0.038531	Male	46	No	No	Unemployed	Suburban	Bachelor	1,671,170,400
21	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	7272d8e8-77a5-4bed-b139-2f81e9128072	churn	0.59467	1	churn	0.046046	0.000452	0.107502	0.17614	0.104736	0.102245	0.018191	-0.019188	Female	44	No	No	Employed	Suburban	High School or Below	1,671,170,400
25	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	c7584b60-e57b-4289-8b2d-70c7dda3bd16	churn	0.662172	1	churn	0.039963	-0.004547	0.103257	0.162436	0.021723	0.093253	0.00857	-0.024681	Female	41	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
1	Yes	No	High Speed	Expired	Month-to-month	0hrs	Disabled	e13b74d0-ccb7-47b0-ab79-30f54c4da185	no_churn	0.695062	1	churn	0.208453	-0.013062	-0.026373	-0.040779	-0.033011	0.103481	-0.034755	-0.018403	Male	24	No	No	Employed	Suburban	High School or Below	1,671,170,400
59	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Active	cbb4a4b5-02d1-49f1-9410-d950461d1d67	churn	0.226453	0	no_churn	-0.174653	-0.00781	0.050543	0.046837	0.038496	0.031542	0.024508	0.031511	Male	79	No	No	Employed	Suburban	College	1,671,170,400
12	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	4d081dd6-bc16-4c83-8b3b-37fe436ce71c	no_churn	0.390867	0	no_churn	0.075631	0.096098	0.031563	-0.037674	0.122833	0.137983	0.022548	-0.023147	Male	25	No	Yes	Employed	Rural	Bachelor	1,671,170,400
45	Yes	Yes	Medium Speed	Expired	Month-to-month	100hrs+	Active	b91f0883-b0f7-4718-ad0d-2321b1a2d692	churn	0.168386	0	no_churn	-0.186702	-0.010199	0.020372	-0.05675	-0.025412	0.043729	0.016437	0.029498	Female	54	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
25	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	6c823035-273b-4416-8ebf-822627514be3	churn	0.662172	1	churn	0.041381	-0.004455	0.098482	0.184177	0.002325	0.107973	0.00058	-0.020489	Female	54	Yes	No	Employed	Rural	College	1,671,170,400
4	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	e454ba75-c77d-452f-b3a2-eb85d21c16e3	churn	0.667188	1	churn	0.124058	-0.053832	-0.033113	-0.011952	0.102139	0.106912	0.088474	0.082955	Male	73	Yes	Yes	Disabled	Urban	Master	1,671,170,400
61	Yes	Yes	Fiber optic	In_Store_Support	Two year	0hrs	Disabled	d4abe17f-0d7a-4d4d-ac95-3c4639fc1f39	churn	0.270049	1	churn	-0.050715	-0.002397	0.019559	0.076077	-0.070592	-0.091201	-0.023213	-0.006545	Male	72	No	No	Employed	Suburban	Bachelor	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	1856c88c-699f-490e-89a8-d211d73534f9	churn	0.880153	1	churn	0.107974	-0.010009	-0.075011	0.053629	-0.083861	0.076385	-0.027369	-0.011571	Male	25	No	Yes	Employed	Suburban	College	1,671,170,400
35	Yes	Yes	High Speed	Expired	One year	<80hrs	Active	84f1b01e-7413-45cc-ba12-c0f783d0ea38	churn	0.178254	0	no_churn	-0.100635	-0.002551	0.018076	-0.052098	-0.023868	-0.068001	-0.033425	0.003476	Female	79	Yes	Yes	Employed	Rural	College	1,671,170,400
72	Yes	Yes	Fiber optic	In_Store_Support	Two year	100hrs+	Active	a8085e3d-165b-40e5-8059-5668f7990494	no_churn	0.0113	0	no_churn	-0.124609	-0.00326	0.010237	0.034016	-0.053497	-0.172884	0.015441	0.02553	Male	36	Yes	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
68	Yes	Yes	High Speed	Phone_Support	Two year	100hrs+	Disabled	57a630c5-102b-4c67-8c71-7b1fa547220e	no_churn	0.003886	0	no_churn	-0.092363	-0.003191	0.00255	-0.014101	0.015138	-0.188379	0.035093	-0.023774	Female	26	No	Yes	Disabled	Suburban	High School or Below	1,671,170,400
47	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	ae6fadb9-81a4-4c5a-82a6-01fb31a26b55	no_churn	0.226255	0	no_churn	-0.109265	-0.005654	-0.086012	0.091976	-0.045317	0.013995	-0.002885	-0.012529	Male	73	No	Yes	Employed	Suburban	College	1,671,170,400
71	Yes	Yes	High Speed	Expired	One year	100hrs+	Active	b8bcd792-c3e1-4307-9700-7fbf086015ca	churn	0.209739	0	no_churn	-0.140025	-0.002732	0.022533	-0.068395	-0.03231	-0.072806	0.05507	0.054639	Male	33	Yes	Yes	Unemployed	Urban	Bachelor	1,671,170,400
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Active	f0593ee9-7d5d-46a5-a10a-ed2fef9a1fc8	churn	0.138662	0	no_churn	0.026528	-0.013658	-0.024595	-0.094159	-0.073425	0.051946	-0.036394	0.034732	Female	80	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
25	Yes	No	High Speed	Expired	One year	100hrs+	Disabled	1eb16999-cff7-400f-af4d-299df81cdffe	churn	0.037736	0	no_churn	0.005253	-0.001191	-0.016936	-0.013208	0.030021	-0.00248	0.068201	-0.02694	Male	75	No	No	Unemployed	Urban	College	1,671,170,400
11	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Disabled	927910f9-e0df-4d96-9658-20f817380f6e	no_churn	0.24937	0	no_churn	0.161998	0.000528	-0.015359	0.053362	0.131719	0.120342	0.040014	-0.027226	Female	61	Yes	No	Unemployed	Suburban	College	1,671,170,400
1	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	e52980bc-4c05-44dc-a00b-e94c8031cfa3	no_churn	0.569153	1	churn	0.196939	0.082911	0.023203	-0.010316	-0.060482	0.147907	-0.020421	-0.006957	Female	74	No	Yes	Employed	Suburban	College	1,671,170,400
18	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	771a180d-ca71-4c87-9828-f5540f6e465f	no_churn	0.403054	0	no_churn	-0.164373	-0.010925	-0.089683	0.046294	0.019166	0.036744	0.030582	-0.020164	Female	70	Yes	Yes	Employed	Suburban	College	1,671,170,400
7	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	9f68d053-d0a5-40c0-8183-d7844001aa4e	churn	0.774294	1	churn	0.189805	-0.000809	0.03177	0.078657	0.145199	0.12189	0.096839	0.067623	Female	45	Yes	No	Medical Leave	Suburban	Doctor	1,671,170,400
1	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e956bdf6-42b6-478a-bb33-081baefc2ae0	churn	0.880153	1	churn	0.188002	-0.007216	-0.032812	0.067995	-0.06047	0.09121	0.09468	-0.040383	Male	71	Yes	Yes	Medical Leave	Suburban	College	1,671,170,400
47	Yes	No	Fiber optic	Expired	Month-to-month	0hrs	Disabled	e312e2f7-9737-4f6f-b9f0-0ba3d007d439	churn	0.226255	0	no_churn	-0.125918	-0.005618	-0.105801	0.100605	-0.033232	0.005004	-0.018203	-0.012529	Male	52	No	No	Employed	Urban	High School or Below	1,671,170,400
23	Yes	No	High Speed	Phone_Support	One year	100hrs+	Disabled	f614b75c-07ef-4179-a6d3-744fde3db2b8	no_churn	0.017643	0	no_churn	-0.057841	-0.004828	-0.078457	-0.010918	0.003824	-0.058273	0.058156	-0.035689	Female	68	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
53	Yes	No	Fiber optic	Phone_Support	One year	<80hrs	Active	9b763efa-ddf4-40ab-98be-1ac99d3e0456	no_churn	0.275252	0	no_churn	-0.085007	-0.004794	-0.06094	-0.045406	-0.024237	-0.074592	0.021886	0.024063	Female	34	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
14	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	894cd9a8-d99a-4b76-b240-b22b3f4dc42b	no_churn	0.124468	0	no_churn	-0.03258	-0.018497	-0.051325	-0.119674	-0.020704	0.043319	0.013809	-0.023375	Female	32	No	Yes	Medical Leave	Rural	High School or Below	1,671,170,400
27	Yes	No	High Speed	Expired	One year	100hrs+	Active	c72ce54e-c63c-48bf-a91f-83940736868b	churn	0.112276	0	no_churn	-0.053238	-0.000697	0.003075	-0.020586	0.021336	0.032029	0.083919	0.065135	Female	72	No	Yes	Employed	Rural	Bachelor	1,671,170,400
17	Yes	No	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	76a6c411-0710-4f21-9cfc-ac9d4efd7b6c	no_churn	0.195703	0	no_churn	0.183215	0.002414	0.061154	-0.012502	0.071825	0.123932	0.076003	-0.0291	Male	27	No	No	Employed	Suburban	College	1,671,170,400
12	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Active	d8a44e8d-1a53-4f7d-9dd3-184943ebefa0	no_churn	0.735214	1	churn	0.148821	-0.007812	0.117899	0.018951	0.018053	0.099387	0.106409	0.089266	Female	79	Yes	Yes	Employed	Suburban	College	1,671,170,400
26	No	No phone service	High Speed	Expired	Month-to-month	100hrs+	Disabled	6b811301-00bd-41bf-8e89-994437b0e9fb	no_churn	0.120488	0	no_churn	-0.116845	0.071777	0.025294	-0.014192	0.012501	0.089951	0.057121	-0.044634	Male	29	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
44	Yes	No	Low Speed	Expired	One year	100hrs+	Active	ff2638a1-cc1b-44a0-9885-ea1fffd9e580	churn	0.117124	0	no_churn	-0.141171	-0.011868	-0.032526	-0.068081	0.002906	-0.023971	0.033349	0.052335	Male	33	No	Yes	Unemployed	Suburban	High School or Below	1,671,170,400
4	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	876ca60f-8d79-4bb8-9fc8-f6e991b54d33	churn	0.682329	1	churn	0.134302	-0.00023	-0.046239	0.079519	-0.041155	0.073162	-0.003876	0.002879	Female	22	Yes	Yes	Disabled	Urban	High School or Below	1,671,170,400
56	Yes	No	High Speed	Expired	Two year	<80hrs	Active	fa004f8b-3211-4738-95f4-bbcb885261ab	churn	0.062275	0	no_churn	-0.024156	-0.004431	-0.010925	-0.076486	-0.048677	-0.109505	0.018829	0.026326	Male	29	No	No	Employed	Suburban	Doctor	1,671,170,400
31	Yes	No	Low Speed	Expired	Two year	100hrs+	Disabled	2b64ad00-705c-4554-a6ac-e6b3d64bb060	churn	0.010259	0	no_churn	-0.026366	-0.003647	-0.017118	-0.035579	-0.032574	-0.133125	0.016328	-0.016945	Female	20	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	1108a639-bdd1-433e-86ed-e8a0f0916953	churn	0.678786	1	churn	0.214725	-0.002978	-0.037345	0.130666	0.035984	0.133186	0.055862	-0.036143	Male	63	No	No	Retired	Suburban	Bachelor	1,671,170,400
72	Yes	Yes	Fiber optic	Expired	Two year	<80hrs	Active	7a71ab10-eb66-4d4b-936b-5b8e4f236bdf	churn	0.0113	0	no_churn	-0.151635	-0.005498	0.000739	0.047541	-0.023056	-0.161691	0.001539	0.023035	Female	34	No	Yes	Employed	Suburban	Master	1,671,170,400
65	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	d79c5eb3-f940-4b85-acbf-5abc6bfbb283	no_churn	0.022141	0	no_churn	-0.069708	-0.004098	-0.027152	-0.025404	-0.016574	-0.107598	0.006136	-0.01463	Male	42	No	No	Unemployed	Suburban	College	1,671,170,400
29	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	8ae2a8fe-176d-44d3-a273-187fbd708507	no_churn	0.20858	0	no_churn	-0.135589	-0.015862	0.009739	-0.06613	-0.052037	0.037278	0.03355	-0.029976	Female	53	No	No	Employed	Rural	College	1,671,170,400
15	Yes	No	High Speed	Expired	Month-to-month	<80hrs	Disabled	d693850c-a67b-4fca-89d5-a484291e1f4d	no_churn	0.136573	0	no_churn	0.013447	-0.017565	-0.058412	-0.110904	-0.070908	0.04946	-0.007292	-0.016852	Female	23	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
18	Yes	No	Fiber optic	Phone_Support	Month-to-month	100hrs+	Active	1ae7e6f9-a2b5-480e-b1f1-83a58313d116	no_churn	0.35526	0	no_churn	0.081039	-0.005675	0.004136	0.086388	0.084046	0.115775	0.125127	0.133139	Male	59	No	Yes	Unemployed	Urban	High School or Below	1,671,170,400
67	Yes	Yes	High Speed	Expired	Two year	100hrs+	Disabled	7b60db21-6e86-4843-af1a-3566bdde2a86	no_churn	0.003779	0	no_churn	-0.052136	-0.003498	0.010768	-0.053436	-0.005483	-0.116794	0.038032	-0.02523	Male	80	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
72	Yes	Yes	Low Speed	Web_Chat_Support	Two year	<80hrs	Disabled	a8a58812-30c5-4a41-9fed-751426c385be	no_churn	0.001956	0	no_churn	-0.149666	-0.003154	-0.001525	-0.035276	0.016799	-0.10103	0.031347	-0.022077	Female	37	No	Yes	Unemployed	Urban	College	1,671,170,400
38	Yes	Yes	High Speed	Expired	Month-to-month	<80hrs	Active	cce9da9d-50dc-45b0-a27e-4ea51eab906f	churn	0.086294	0	no_churn	-0.06027	-0.004567	0.003095	-0.048641	-0.014161	0.078944	-0.019003	0.028363	Male	63	No	No	Employed	Urban	Bachelor	1,671,170,400
9	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	a48fa2b6-9454-4ae6-81da-c9923b044836	churn	0.579099	1	churn	0.093142	-0.004252	0.009317	0.134766	0.067383	0.102633	-0.027571	0.016668	Male	55	No	No	Employed	Suburban	Master	1,671,170,400
41	No	No phone service	High Speed	Expired	One year	<80hrs	Active	3eb4df61-9288-4021-a170-5351ff162046	churn	0.214785	0	no_churn	-0.097456	-0.004383	-0.000758	-0.078634	-0.018787	-0.093671	-0.000771	0.025435	Male	76	Yes	Yes	Employed	Urban	College	1,671,170,400
18	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1d33d371-865b-4ca9-9595-0a204799727a	no_churn	0.403054	0	no_churn	-0.172568	-0.007962	-0.067256	0.032385	-0.002002	0.049254	-0.034661	-0.066216	Female	44	Yes	No	Unemployed	Rural	College	1,671,170,400
11	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Active	fe4d76db-7d4f-4309-9156-b18deab13f9a	churn	0.517595	0	no_churn	-0.017753	-0.016418	-0.102417	-0.043365	-0.094614	0.033443	0.014672	0.037426	Female	20	No	No	Employed	Rural	College	1,671,170,400
72	Yes	Yes	Low Speed	Expired	Two year	0hrs	Disabled	3a2826bf-883c-4830-9537-26d396f61f9f	no_churn	0.001956	0	no_churn	-0.091038	-0.004053	-0.000212	-0.032542	-0.000341	-0.108143	-0.011231	-0.021467	Female	41	No	Yes	Medical Leave	Suburban	College	1,671,170,400
26	Yes	No	Low Speed	Web_Chat_Support	One year	100hrs+	Disabled	5ebe723d-a74e-42d8-a47e-950a7bbaba35	churn	0.020685	0	no_churn	-0.041635	-0.004891	-0.025646	-0.00837	0.03295	-0.096958	0.067925	-0.042402	Female	71	Yes	Yes	Employed	Suburban	Bachelor	1,671,170,400
10	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	0ffca49a-585f-45f2-8035-0a3cb5ac9a2c	no_churn	0.501329	0	no_churn	0.083519	-0.006498	0.056152	0.145499	0.044389	0.102054	-0.030115	0.008418	Male	32	Yes	No	Employed	Suburban	High School or Below	1,671,170,400
71	No	No phone service	Low Speed	Expired	Two year	<80hrs	Active	b8670840-b0f7-4c44-a349-13e5d3d95c08	churn	0.011434	0	no_churn	-0.020792	0.076075	0.025217	-0.068855	0.038909	-0.107185	0.082624	0.04498	Male	50	Yes	Yes	Employed	Rural	College	1,671,170,400
70	Yes	No	High Speed	Expired	Two year	<80hrs	Disabled	99ab3e5e-31e1-4e88-9fca-f5df9b9ab916	no_churn	0.004846	0	no_churn	-0.08032	-0.005062	-0.018089	-0.035155	-0.015927	-0.111643	0.010421	-0.013252	Male	55	No	No	Employed	Suburban	High School or Below	1,671,170,400
65	Yes	Yes	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	8f144d9f-c5e0-41f4-9acd-f878ae80ae2f	churn	0.339857	1	churn	-0.200397	-0.009028	0.040208	0.044166	0.019913	0.04678	0.052848	-0.046851	Female	23	No	No	Unemployed	Rural	Bachelor	1,671,170,400
31	Yes	No	Low Speed	Expired	Two year	<80hrs	Disabled	b0025262-6056-4245-9cb0-e476d17ebc0c	no_churn	0.010259	0	no_churn	-0.027601	-0.003281	-0.017344	-0.045437	-0.038109	-0.125929	0.004735	-0.01606	Female	71	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
35	Yes	Yes	High Speed	Expired	Month-to-month	100hrs+	Disabled	265c0c96-f189-4c64-9033-92ea553044cd	churn	0.049693	0	no_churn	-0.153172	-0.008553	0.021598	-0.073715	-0.031129	0.024281	0.009906	-0.016576	Female	67	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
53	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	5746dd11-cc5c-4935-8d7d-f20d1558ce7d	churn	0.275252	0	no_churn	-0.079309	-0.001123	0.034131	0.148676	0.094782	-0.033409	0.121075	0.076151	Female	39	No	No	Employed	Suburban	Master	1,671,170,400
61	Yes	Yes	Fiber optic	Expired	Month-to-month	0hrs	Disabled	5abe1566-5eba-41f5-b9ac-82037874c475	no_churn	0.087081	0	no_churn	-0.270392	-0.011049	0.012305	0.066011	0.014859	-0.025085	-0.01409	-0.031585	Male	58	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
16	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	ede653da-7592-441f-a637-3c84cbe0a11a	no_churn	0.473288	0	no_churn	-0.051389	-0.005871	-0.116212	-0.02094	-0.051508	0.039007	-0.043321	0.001209	Female	33	Yes	No	Unemployed	Urban	Bachelor	1,671,170,400
4	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	208229bb-2952-48c2-858a-fd9dda6d96b8	no_churn	0.446712	0	no_churn	0.168599	-0.004507	-0.039601	0.161268	-0.002281	0.127523	-0.024741	-0.036143	Male	55	Yes	No	Employed	Suburban	High School or Below	1,671,170,400
33	Yes	No	Fiber optic	Expired	One year	100hrs+	Disabled	da5fc47d-518b-4972-8d92-fe975b86911a	no_churn	0.098581	0	no_churn	-0.070027	-0.000709	0.011055	0.072233	-0.024899	-0.032664	0.035692	-0.049708	Female	56	No	Yes	Unemployed	Suburban	Bachelor	1,671,170,400
5	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	ff600285-dc6f-4dcc-af3d-aa712c7bafda	churn	0.536637	1	churn	0.09288	-0.003029	0.021135	0.022504	0.042696	0.107355	-0.052964	0.019444	Female	31	No	Yes	Unemployed	Rural	High School or Below	1,671,170,400
50	Yes	No	High Speed	Phone_Support	One year	100hrs+	Disabled	572ea6db-074c-40d8-abdf-e0f99a1e1068	no_churn	0.043761	0	no_churn	-0.042667	-0.005088	-0.02396	-0.004701	0.037651	-0.130194	0.059692	-0.036592	Female	45	No	Yes	Employed	Suburban	Master	1,671,170,400
72	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Disabled	cade1f6d-ed0e-474c-a4b1-22a26639a66a	churn	0.001956	0	no_churn	-0.098578	-0.003622	0.007919	-0.02207	-0.005249	-0.158074	0.032116	-0.021467	Female	69	Yes	Yes	Unemployed	Suburban	College	1,671,170,400
21	No	No phone service	Low Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	286d7da8-c874-493f-a1c4-a92b4fcb3996	churn	0.565776	1	churn	0.022913	0.075164	0.039713	0.080494	0.037493	0.080817	-0.005072	-0.010549	Male	49	No	No	Unemployed	Suburban	High School or Below	1,671,170,400
4	Yes	No	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	e81205c2-eb3d-41a4-a07f-2a21804db419	churn	0.678786	1	churn	0.122894	-0.003968	-0.040077	0.150734	-0.02494	0.071848	0.028072	-0.005083	Female	22	No	No	Retired	Rural	Doctor	1,671,170,400
48	Yes	No	Fiber optic	Expired	One year	<80hrs	Active	8f9ce907-f732-4d41-b7c7-917d43b825ca	churn	0.205203	0	no_churn	-0.168985	-0.003022	-0.028878	0.089148	0.035175	-0.120396	0.00384	0.034092	Female	64	Yes	No	Retired	Suburban	College	1,671,170,400
6	Yes	No	High Speed	Expired	Month-to-month	100hrs+	Disabled	fca56a67-5a66-4a92-8be6-ffda978a5282	churn	0.297475	1	churn	0.107391	-0.001759	-0.01152	-0.057093	0.011798	0.068729	0.034464	-0.012835	Male	73	No	No	Employed	Urban	High School or Below	1,671,170,400
12	Yes	No	High Speed	In_Store_Support	Month-to-month	<80hrs	Disabled	1afb26ec-0fdb-4406-93fe-0797bd167547	no_churn	0.283346	0	no_churn	-0.022415	-0.004801	-0.062549	-0.053285	-0.04892	0.041913	0.004565	-0.010025	Female	21	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
34	Yes	Yes	Fiber optic	Expired	Month-to-month	<50hrs	Active	9e65763a-bf71-4038-85c4-64d226ad62ca	churn	0.318105	0	no_churn	-0.146088	-0.005258	0.022209	0.03126	0.011757	0.038748	-0.019331	0.027677	Male	53	No	Yes	Employed	Rural	High School or Below	1,671,170,400
69	Yes	Yes	Fiber optic	Expired	One year	<80hrs	Active	0d917540-d698-44c3-9a93-d08ee30268b0	churn	0.143578	0	no_churn	0.020828	0.000816	0.021112	0.152227	0.124697	0.027648	0.116815	0.096831	Male	28	No	Yes	Employed	Suburban	High School or Below	1,671,170,400
57	No	No phone service	Medium Speed	Phone_Support	Month-to-month	100hrs+	Active	7d43f9cb-a993-4ae9-b947-2ce12ac2226a	no_churn	0.19479	0	no_churn	-0.125541	-0.019382	0.033117	-0.035871	0.049838	0.03406	0.042832	0.06192	Male	63	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
25	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Active	c9dd9080-5c5e-4f53-ad07-1e5f1b68c931	churn	0.201226	0	no_churn	-0.090019	-0.0131	-0.137919	0.056515	-0.029084	0.017451	-0.016365	-0.01984	Male	44	No	Yes	Medical Leave	Suburban	College	1,671,170,400
30	Yes	Yes	High Speed	Expired	One year	0hrs	Disabled	55e4465e-0aed-4485-b654-10b411e9e838	no_churn	0.025753	0	no_churn	-0.021794	-0.004901	0.023461	-0.015009	0.013501	-0.047861	-0.006433	-0.019991	Female	65	No	Yes	Medical Leave	Suburban	College	1,671,170,400
28	Yes	No	Low Speed	Expired	Month-to-month	100hrs+	Disabled	0d57b98b-4d63-4183-8630-45a4667d3dcf	no_churn	0.078686	0	no_churn	-0.110691	-0.010939	-0.041785	-0.02467	-0.058977	0.02902	0.026767	-0.027751	Male	69	No	Yes	Employed	Suburban	Bachelor	1,671,170,400
62	Yes	Yes	Fiber optic	Expired	One year	100hrs+	Active	9e2fd2e9-798b-44a9-9c07-5f43af70e113	no_churn	0.231074	1	churn	-0.228646	-0.002551	0.013993	0.039954	0.025318	-0.107057	-0.016813	0.031777	Male	80	Yes	No	Disabled	Suburban	Bachelor	1,671,170,400
71	Yes	Yes	Low Speed	Expired	Two year	100hrs+	Active	9a99cbc3-bb43-44ed-aa28-9ad86094c7da	churn	0.047524	0	no_churn	-0.099951	-0.003036	0.022327	-0.014396	-0.02579	-0.228114	0.037325	0.04261	Female	73	No	No	Employed	Suburban	Bachelor	1,671,170,400
42	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	1c3bb180-4bbb-48fd-b960-73c816ed4277	no_churn	0.087833	0	no_churn	-0.031392	-0.006694	-0.065906	-0.139986	0.021379	0.051199	-0.026409	-0.025503	Male	74	Yes	No	Employed	Suburban	Bachelor	1,671,170,400
45	Yes	Yes	Medium Speed	Expired	Two year	<80hrs	Active	1c4dc7cb-f5dc-48d2-9fa5-73fff86d1ad0	churn	0.042415	0	no_churn	-0.081986	-0.00704	-0.000456	-0.038599	-0.070702	-0.110262	0.025478	0.024541	Female	26	No	No	Employed	Suburban	High School or Below	1,671,170,400
17	Yes	No	Low Speed	Phone_Support	Month-to-month	100hrs+	Disabled	93847efc-ec74-451f-a759-d59bb4a41d8b	no_churn	0.400344	1	churn	0.053268	-0.010831	-0.069952	-0.034302	0.039968	0.084213	0.082901	-0.053596	Female	53	No	No	Employed	Suburban	High School or Below	1,671,170,400
38	Yes	No	Fiber optic	Expired	Month-to-month	100hrs+	Disabled	96e7d4a3-2cb9-4d51-9e34-6e123f3df450	churn	0.219799	1	churn	0.078671	-0.007072	-0.020867	0.130179	0.096936	0.070109	-0.066779	0.032297	Male	40	Yes	Yes	Employed	Suburban	High School or Below	1,671,170,400
31	Yes	No	Low Speed	Expired	Two year	100hrs+	Disabled	26e2d06a-fe90-4b76-baae-a27c07edcba2	no_churn	0.010259	0	no_churn	-0.026366	-0.003647	-0.017118	-0.035579	-0.032574	-0.133125	0.016328	-0.016945	Female	38	No	No	Retired	Suburban	Bachelor	1,671,170,400
45	Yes	Yes	High Speed	Expired	Two year	<80hrs	Disabled	a2951b01-1757-4eb1-9f24-af29c43d6b90	no_churn	0.008328	0	no_churn	-0.081391	-0.003161	0.007307	-0.038922	-0.035891	-0.120038	0.01831	-0.015239	Male	25	No	Yes	Employed	Suburban	Master	1,671,170,400
61	Yes	Yes	Fiber optic	Expired	Month-to-month	<80hrs	Disabled	9503771e-3e36-416d-bd7b-acb9621d0b62	no_churn	0.087081	0	no_churn	-0.2423	-0.009925	-0.001838	0.040979	0.010779	-0.017188	0.010891	-0.020423	Female	60	Yes	No	Unemployed	Rural	Bachelor	1,671,170,400
1	No	No phone service	Medium Speed	Expired	One year	100hrs+	Disabled	cde3a5b4-77e0-42c8-8782-fbae13b070d5	no_churn	0.15292	0	no_churn	0.123254	0.001754	-0.008258	-0.04495	-0.014025	-0.10879	0.036663	-0.028674	Male	27	Yes	Yes	Employed	Suburban	Master	1,671,170,400
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Disabled	02f95879-c5ca-4962-a266-375ec49f4190	churn	0.85391	1	churn	0.289491	-0.005461	0.041379	0.109399	0.075988	0.147179	0.036029	-0.028467	Male	40	No	No	Employed	Suburban	College	1,671,170,400
65	Yes	No	High Speed	Phone_Support	Two year	100hrs+	Disabled	82b6230a-c12e-4c46-8cb3-29b71bc0eb69	no_churn	0.022141	0	no_churn	-0.066646	-0.001583	-0.003637	0.005553	-0.002456	-0.135473	0.058652	-0.033437	Male	48	No	Yes	Unemployed	Urban	College	1,671,170,400

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